Preprocessing Configuration
VIF Filtering: Disabled
Outlier Capping: Disabled
Scaling: Disabled
VIF Threshold: 5.0
XGBoost Configuration
N Estimators: 200
Max Depth: 6
Learning Rate: 0.1
Subsample: 0.8
Colsample ByTree: 0.8
Random State: 42
Summary Statistics
Total Targets
13
Low HR Avg R²
-0.624
High HR Avg R²
-1.926
Best Low HR R²
0.165
Best High HR R²
-0.001
HRV_RMSSD
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_SDNN
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_HTI
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_ULF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_VLF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_LF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_HF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_VHF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_TP
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_LFHF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_LFn
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_HFn
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
HRV_LnHF
Low HR Activity (Sleep) Poor
Samples: 98
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled
Feature Importance (Top 10)
High HR Activity (Awake) Poor
Samples: 101
Features Used: DOC_PAT_BMI, DAPSA_Score, PASDAS, PSAID_Final_Score, CRP_mg_dL, Overall HAQ Score, DOC_VAS_H
VIF Filtering: Disabled